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| Section | Objectives |
|---|---|
| Topic 1: Data Governance and Security | - Security frameworks
|
| Topic 2: Platform Operations | - Cluster and workload management
|
| Topic 3: Data Storage and Modeling | - Data modeling
|
| Topic 4: Data Ingestion and Integration | - Data movement and pipelines
|
| Topic 5: Data Processing and Transformation | - SQL analytics engines
|
What is the best practice for handling DAG dependencies in Apache Airflow when one DAG's output is another DAG's input?
Correct Answer: D 🗳️
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A data engineer needs to query a table stored in Apache Hive using SparkSQL. Which of the following commands correctly retrieves data from a Hive table named 'sales data'?




Correct Answer: D 🗳️
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You're debugging a slow-running Spark job writing a large Iceberg table. Which optimization techniques could improve performance? (Choose three.
Correct Answer: A,B,E 🗳️
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What are the potential consequences of persisting all intermediate RDDs in Spark with the MEMORY ONLY storage level?
Correct Answer: B 🗳️
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A data engineer is deploying a Spark application on a Kubernetes cluster. To minimize downtime during updates, which Kubernetes deployment strategy should be considered?
Correct Answer: B 🗳️
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